# Surgical Video Segmentation on ATLAS-120k (test) Source: [Surgical Video Segmentation on ATLAS-120k (test)]() Collection index: [llms.txt]() Data updated: 2026-06-23T10:26:03.211Z Evaluation of surgical video segmentation performance on the test split of the ATLAS-120k dataset, reporting AP variants, Dice similarity (mDice), and Volumetric Consistency (mVC) metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Surgical video segmentation | | Dataset (including any stated split) | ATLAS-120k (test) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AP](): Higher is better; unit: PERCENT. - [AP@0.75](): Higher is better; unit: PERCENT. - [AP@0.50](): Higher is better; unit: PERCENT. - [mDice](): Higher is better; unit: PERCENT. - [mVC (12)](): Higher is better; unit: PERCENT. - [mVC (24)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | ATLAS | 64 | Not recorded | 6a3a1379206542251d7c74a7 | | ATLAS | 60 | Not recorded | 6a3a1379206542251d7c74a7 | | ATLAS | 52 | Not recorded | 6a3a1379206542251d7c74a7 | | SurgeNet-ca | 51 | Not recorded | 6a3a1379206542251d7c74a7 | | SurgeNet-conv | 50 | Not recorded | 6a3a1379206542251d7c74a7 | | SAM3-UNet | 48 | Not recorded | 6a3a1379206542251d7c74a7 | | SurgeNet-pvt | 47 | Not recorded | 6a3a1379206542251d7c74a7 | | EndoViT | 46 | Not recorded | 6a3a1379206542251d7c74a7 | | SAM2-UNet | 45 | Not recorded | 6a3a1379206542251d7c74a7 | | DINOv3 | 43 | Not recorded | 6a3a1379206542251d7c74a7 | | DINOv3 | 41 | Not recorded | 6a3a1379206542251d7c74a7 | | GastroNet5M | 36 | Not recorded | 6a3a1379206542251d7c74a7 | | DINOv2 | 32 | Not recorded | 6a3a1379206542251d7c74a7 | | DINOv2 | 29 | Not recorded | 6a3a1379206542251d7c74a7 | | EndoFM | 24 | Not recorded | 6a3a1379206542251d7c74a7 | ### ATLAS AP: 64. Result ID: 6a3a5f28fbc373592c36caa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","#PARAMS (M)":"318"}. This record does not assert independent reproduction. ### ATLAS AP: 60. Result ID: 6a3a5f28fbc373592c36caa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","#PARAMS (M)":"94"}. This record does not assert independent reproduction. ### ATLAS AP: 52. Result ID: 6a3a5f28fbc373592c36caa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S","#PARAMS (M)":"24"}. This record does not assert independent reproduction. ### SurgeNet-ca AP: 51. Result ID: 6a3a5f28fbc373592c36caa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CaFormer-S18","#PARAMS (M)":"26"}. This record does not assert independent reproduction. ### SurgeNet-conv AP: 50. Result ID: 6a3a5f28fbc373592c36caa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ConvNeXtv2","#PARAMS (M)":"30"}. This record does not assert independent reproduction. ### SAM3-UNet AP: 48. Result ID: 6a3a5f28fbc373592c36ca9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Hiera-L","#PARAMS (M)":"449"}. This record does not assert independent reproduction. ### SurgeNet-pvt AP: 47. Result ID: 6a3a5f28fbc373592c36caa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"PVTv2","#PARAMS (M)":"27"}. This record does not assert independent reproduction. ### EndoViT AP: 46. Result ID: 6a3a5f28fbc373592c36caa2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","#PARAMS (M)":"112"}. This record does not assert independent reproduction. ### SAM2-UNet AP: 45. Result ID: 6a3a5f28fbc373592c36ca9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Hiera-L","#PARAMS (M)":"217"}. This record does not assert independent reproduction. ### DINOv3 AP: 43. Result ID: 6a3a5f28fbc373592c36ca9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","#PARAMS (M)":"303"}. This record does not assert independent reproduction. ### DINOv3 AP: 41. Result ID: 6a3a5f28fbc373592c36ca9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","#PARAMS (M)":"86"}. This record does not assert independent reproduction. ### GastroNet5M AP: 36. Result ID: 6a3a5f28fbc373592c36caa1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","#PARAMS (M)":"86"}. This record does not assert independent reproduction. ### DINOv2 AP: 32. Result ID: 6a3a5f28fbc373592c36ca9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#PARAMS (M)":"87"}. This record does not assert independent reproduction. ### DINOv2 AP: 29. Result ID: 6a3a5f28fbc373592c36ca9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","#PARAMS (M)":"304"}. This record does not assert independent reproduction. ### EndoFM AP: 24. Result ID: 6a3a5f28fbc373592c36caa0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","#PARAMS (M)":"141"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.